{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seaborn数据分析\n",
    "\n",
    "披萨店顾客数据，图形化分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 内置数据集\n",
    "tips=sns.load_dataset('tips')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 带状图\n",
    "\n",
    "离散数据 和 连续数据 之间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11a775400>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a78fdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x='day', y='total_bill', data=tips, jitter=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11cf48cf8>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a6df160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#jitter 抖动\n",
    "sns.stripplot(x='day', y='total_bill', data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 蜂群图\n",
    "\n",
    "离散数据 和 连续数据 之间的关系——密度排列\n",
    "\n",
    "带状图的补充\n",
    "\n",
    "不允许在一起"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11cf5c6d8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a6dff28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x='day', y='total_bill', data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.Hue-分组参数\n",
    "\n",
    "分析每天中，午餐和晚餐的账单分布\n",
    "\n",
    "周六 都是晚上吃饭？晚上去放松"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11a95f198>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ce8d358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x='day', y='total_bill', data=tips, hue='time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每天的付账人群中的性别分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11a934b70>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a92c0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x='day', y='total_bill', data=tips, hue='sex')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d4b4f98>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a84e160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x='day', y='total_bill', data=tips, hue='size')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11a86fda0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11cd28160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(data=tips, x='size', y='total_bill')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "pizza的不同size的基础价格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.59831513090490129"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips['size'].corr(tips['total_bill'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 箱线图\n",
    "\n",
    "中位数、1/4位点、3/4位点、min、max、离散点分布\n",
    "\n",
    "高斯分布，基本包括96%\n",
    "\n",
    "之外的是离群点，小概率，分布不规律\n",
    "\n",
    "表示total_bill的概率分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11a84e898>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a83a940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot('day', 'total_bill',data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11a630eb8>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a73a860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot('day', 'total_bill', data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10b8c3710>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uB6IqREREiiPye+6KiEhpi+OeuyIiZWOoO/rlo/f9vfcCGY4o7woY+bTMIiLlpK2tjZ+/8zOmjusZ9jZG/Tbbq/7he9uH9f73P6gY9r4Hcj7TMk8AxuSeTnL3bZFWIiJSoqaO62HZJ5Obqebvfvp7kW4v32mZnwY+TvaeuceBU8CnI61ERCJTaPdEqXVNSLTybfF/HLgReAa4A90+UaSkFdo9UWpdExKtfIP/A2Bu7vHngPHxlCMiUUmyeyLqrgmJVr7j+P8C2AcsBaYDfx1bRSIiEqu8Wvzufhz4ee7pQ2Z2XXwlSYhKoU8a1C8tYcj35O7mfhdsfR1Q+Etkku6TBvVLSziGunL3KuDfApPMrCn38jjgRNyFSXjKbcicSKkaqo/fBvh5CE3OJiKSWkNN2bAL2GVm0919bZFqEhGRGOU7nPMrZnYv8IfAO8Bqd++OrywREYlLvsM5/xGoAVpyP1fHVZCIiMQr3xZ/rbvfmXv8v8xsa1wFiYhIvPIN/vfN7AHgDeAa4P34ShIRkTjl29XzeeD/AX+W+/mduAoSEZF45dvibznzAi4zew1dwCUikkr5XsBVowu4RETKQ74XcJ35XBdwiYikmC7gEhEJTF4nd939b89no5a1xsy2mdkPzWycmb1oZrvM7Bkz6/9NQkREiiSum61fB1S6+zVm1gr8JdDh7jeZ2Ytkb+ryo+FuXFP4iogMX1zBfwBYnnt8EmgG7s093wzcQAHB39bWxs6399Az9pJhvX/ESQdgx7sHhlsCFccPD/u9IiJJiiX43f3nAGb2WWAUsAM4klt8FJjW/z1mthBYCDB16tQh99Ez9hK6Lv/TiCo+f2P2vpzYvkWkeDo7Ozn2m4pEp+1+7zcVXNjZGdn28r2A67yZ2S3AEuBm4FdAVW5RFdmRQX24+yp3r3f3+gkTJsRVlohI8GJp8ZvZHwBfBhrd/ZiZbQLmAc8Ds4FvxrFfEZGo1dTU8GH3/sRvEnRBTU1k24urxb8AuJTfTeg2kuxFYLuBw8CmmPYrIiJDiKuP/3Hg8X4v/30c+0rKiBNHeeutXzF//vwBlx8/fhx3L3g/ZsbYsWMHXd7Y2FgWI4vKsR9VpFTF1scvIiKlKa7hnGXv1Ojf48qPfYLly5cPvbIMqRz7UZOU9DcofXsqbWrxi4gERi1+kTKU9Deocvr2VI7U4hcRCYyCX0QkMAp+EZHAKPhFRAKj4BcRCYxG9ciQhrr/QWduvHbNOUZx6N4FIqUjlcHf2dlJxfEjiU6NXHE8Q2dnd2L7LyVdXV1JlyAi5yGVwS/FNVRLvfdOZrqKWSQdUhn8NTU1/N8PKxO/EUtNzcTE9i8iMlw6uSsiEhgFv4hIYFLZ1SMiUkzvf1DYTKcHjmfb2BPHnhr2/j8x7L2fTcEfuKGGauaj9/29J3mHo7Ozk/EFVSESj7q6uoK3cTL3Gbngo8Pb1iciqqOXgj9wbW1t7Hx7Dz1jLxn2NkaczN5pbMe7B4b1/orjhxk3emT2Bp0iJSaK609KbeSbgl/oGXtJ4iOkOPWbxPYvEhoFv0iZKqRfutT6pCVaCn6RMlRof3Cp9UlLtBT8gSuV6S8+NFcff4QK7ZcutT5piZbG8YuIBEYt/sCVyvQX4079BtBkbyLFoBa/iEhgUtvirzh+eNj90iNOHAXg1OjhX4lXcfwwoEnaopTkKJTe/WskioQglcFf6GiBtrbsmPG6jxUS3BM1aiFCY8aMoaaA41noKBTQSBQJRyqDXyMWyk9NTU1Bfx/6OxXJn/r4RUQCo+AXEQmMgl9EJDCp7OOXaBUyQgoKHyWlEVIixaXgD1wUo1gKHyWlEVIixRRb8JvZSOCf3f1mMxsNPAdMAXYDTe7uce1b8leOc42LyLnF0sdvZmOAHcDc3Et3Ah3ufjVw8Rmvi4hIkcUS/O7e5e5XAR25l2YDG3KPNwM3xLFfEREZWrFG9VQDR3KPjwJn3efPzBaa2XYz237w4MEilSUiEp5iBf8hoCr3uCr3vA93X+Xu9e5eP2HChCKVJSISnmIF/yZgXu7xbODVIu1XRET6KVbw/xNQY2a7gcNk/yMQEZEExDqO393rcj8/BG6Kc18iIpIfXcAlQ1q5ciVtuWmPB9K7rHc8/0Dq6uoiuWZARAqn4JeCjRkzJukSROQ8KPhlSGqpi5QXzc4pIhIYBb+ISGDKsqtHJyNFRAZXlsE/FJ2MFJEopa2xWZbBr5a6iJSSUmtslmXwi4gUU9oamzq5KyISGAW/iEhgFPwiIoFRH7+kQhSjJkDDdEVAwS9lotRGTYiUMgW/pIJa6SLRUR+/iEhgFPwiIoFR8IuIBEbBLyISGAW/iEhgFPwiIoFR8IuIBEbBLyISGF3AJRKgtN04RKKl4BeRs2gKjPKm4BcJkFrqYVMfv4hIYBT8IiKBUfCLiARGwS8iEhgFv4hIYBT8IiKBUfCLiARGwS8iEhhz96RrOIuZHQTeS7qOPIwHDiVdRBnR8YyOjmW00nI8P+ruE4ZaqSSDPy3MbLu71yddR7nQ8YyOjmW0yu14qqtHRCQwCn4RkcAo+AuzKukCyoyOZ3R0LKNVVsdTffwiIoFRi19EJDAK/gGY2WIz22pmXbmfu82sIem6yoGZNZvZvtxx3Wpmi8+x7spi1pY2Znahmf1PM3vdzJ4xMxtkvc+Y2UeKXV/a5Hs8y4GCfwDuvsLdZwGduZ//nHRNZea/uPus3J8Vg63k7rpbyLndBbzu7tcCp4DBhht+BlDwDy3f45l6Cv78zTGz18xsl5n9gZl93sw+D2BmDWbWnHvcmvvGsCvJYtMkd8y+ZmYt/V9PqKS06ABuNbOPufsCoMPMXs19k3oMwMx+BPwJ8D/M7JtJFpsC/Y/n/N5v+r2f99yfb5jZj81sj5n9m0QrHiYFf/6mAbOAdcDsc6x3KVDh7lcXpap0eiAX9v8t9/xTwJvu3phkUWnj7i8C3wCeN7MnganAw2SD/pbcOvOAV4DPuft9SdWaBgMcz4pBVp0JzAWagVuLU120FPz5W+PZIVAHgFH9lp15Z+ojwPKiVZVOj7l7g7v/Te75O+6u7rTzZGaXA5uAf0d2SoFGYCnw98C4BEtLpQGO551nLD7zM77O3U8ycBakgoI/fx/0e36S3324/uSM14+7+6nilFQ2+h9byc/dwG25f297gL8Gvg4sBM4cp90FXFj88lKn//Fcze8+42d+G039v9fKpAtIsU1k+02nJ12IBGs5sM7M/grIAPcDTwGdwDEzm+TuvwTWAk+bWQXwx+7elVjFpa3/8VwGfMfMbso9Lxu6gEtEJDDq6hERCYyCX0QkMAp+EZHAKPhFRAKj4Bc5h9zcQg1J1yESJQW/iEhgFPwi/ZjZR8xsg5n9GPhj4NIB5sB50cw+kXu8vvexSBoo+EXOthB42d2vJztL4xT6zYEDPAPcYWYXAxe5+88TqVRkGHTlrsjZPgY8m3v8JvAh2TlwjvG7S/h/AHyJ7FWy3y92gSKFUPCLnO094ApgM/BJ4A+B24FdwG4Adz9hZruBLwPXJFSnyLAo+EXO9hTwnJn9Re75UgaeA+c54GJ3/3VCdYoMi+bqERkGM/tz4CvAf3T315OuR+R8KPhFRAKjUT0iIoFR8IuIBEbBLyISGAW/iEhgFPwiIoFR8IuIBOb/A9d6e4XBBZ4JAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1126a4eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot('day', 'total_bill', data=tips, hue='time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 提琴图\n",
    "\n",
    "对称, 概率密度\n",
    "\n",
    "把正态分布画出来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 忽略警告信息\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d9e9940>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d7eb860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot('day', 'total_bill', data=tips, hue='time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10a940cf8>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11293a5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 只需看1半\n",
    "sns.violinplot('day', 'total_bill', data=tips, hue='time', split=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc-hr-collapsed": false
   },
   "source": [
    "## 多图展示\n",
    "\n",
    "花朵里的种子"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11e84dbe0>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e34c4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot('day', 'total_bill', data=tips)\n",
    "sns.swarmplot('day', 'total_bill', data=tips, color='white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 单一变量估计\n",
    "\n",
    "多与少，频度、每天交易数量\n",
    "\n",
    "离散型数据的频次统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1132268d0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112b81438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot('day', data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11df9a4e0>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11de1f518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot('time', data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11de00940>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEKCAYAAAAfGVI8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAFMpJREFUeJzt3XuQVvWd5/H3F1AusQFFcETMdJulvDKQ0JIYy10z7mbYqGMqC4kVx0tiyRgvMxM3GnetSjSbrcqWbmYTnMwUiRPFcneMl0RmxtpM4oTdnbhl6A4YQZzxEjTtjZYZVjCIIN/9ow8MInQ/NH366ad/71dVF+ec55zn+fYP6E//fuec34nMRJJUrjHNLkCS1FwGgSQVziCQpMIZBJJUOINAkgpnEEhS4QwCSSqcQSBJhTMIJKlw45pdQCOOPvrobG9vb3YZktRSuru7X8vM6QPt1xJB0N7eTldXV7PLkKSWEhHPN7KfQ0OSVDiDQJIKZxBIUuFa4hzB/uzYsYOenh7efPPNZpcyIkyYMIFZs2Zx2GGHNbsUSS2mZYOgp6eHtrY22tvbiYhml9NUmcmmTZvo6emho6Oj2eVIajEtOzT05ptvMm3atOJDACAimDZtmr0jSYPSskEAGAJ7sS0kDVZLB4Ek6dAZBAewefNmvvWtbwHw0ksvsWjRoiZXJEn1aNmTxXXbHQRXXXUVM2fO5P777292SdKgvfCVOc0uAYD3fumJZpeg/TAIDuDGG2/k2WefZd68ecyePZv169ezdu1a7rzzTn7wgx/wxhtv8PTTT/OFL3yBt956i7vvvpvx48fz8MMPc9RRR/Hss89y9dVX09vby6RJk/j2t7/NSSed1OxvS5LexaGhA/ja177G+973PtasWcOtt976jtfWrl3Lgw8+yKpVq7jpppuYNGkSq1ev5owzzmD58uUALFmyhKVLl9Ld3c1tt93GVVdd1YxvQ5IGZI9gED7ykY/Q1tZGW1sbU6ZM4fzzzwdgzpw5/OIXv2Dr1q08+uijLF68eM8x27dvb1a5ktQvg2AQxo8fv2d5zJgxe9bHjBnDzp072bVrF1OnTmXNmjXNKlGSGubQ0AG0tbWxZcuWQR07efJkOjo6uO+++4C+O38ff/zxoSxPkoaMQXAA06ZN48wzz+S0007j+uuvP+jj77nnHu644w7mzp3LqaeeykMPPVRDlZJ06CIzm13DgDo7O3PfB9OsX7+ek08+uUkVjUy2iQ7Ey0fLFBHdmdk50H72CCSpcAaBJBXOIJCkwhkEklQ4g0CSCldrEETE5yNiXUSsjYj/ERETIqIjIh6LiGci4t6IOLzOGiRJ/avtzuKIOA74A+CUzNwWEd8DLgQ+BvxxZv5FRPwZcDnwp4f6efOvX36ob/EO3bdeMuA+RxxxBFu3bh3Sz93tzjvvpKuri9tvv72W95ek3eoeGhoHTIyIccAk4GXgt4HdczrfBXy85hokSf2oLQgy80XgNuAF+gLg/wHdwObM3Fnt1gMct7/jI2JJRHRFRFdvb29dZQ65yy677B3PLjjiiCMAWLlyJWeffTaLFi3ipJNO4qKLLmL3zXyrVq3iwx/+MHPnzmXBggV7prZ46aWXWLhwIbNnz+aGG24Y/m9GUhHqHBo6ErgA6AA2A/cBCxs9PjOXAcug787iOmocbqtXr2bdunXMnDmTM888k5/+9KcsWLCAT33qU9x7772cfvrpvP7660ycOBGANWvWsHr1asaPH8+JJ57Itddey/HHH9/k70LSaFPn7KP/GvhlZvYCRMSDwJnA1IgYV/UKZgEv1ljDiLJgwQJmzZoFwLx589iwYQNTpkzh2GOP5fTTTwf6Jqzb7ZxzzmHKlCkAnHLKKTz//PMGgaQhV+c5gheAD0XEpIgI4BzgSeAnwO4HAF8KjKrZ2MaNG8euXbsA2LVrF2+99dae1/aevnrs2LHs3LnzXcfv7WD3l6TBqPMcwWP0nRT+OfBE9VnLgC8C10XEM8A04I66amiG9vZ2uru7AVixYgU7duzod/8TTzyRl19+mVWrVgGwZcsWf+BLGla1PpgmM78MfHmfzc8BC4b6sxq53HOo/frXv94z1ANw3XXXccUVV3DBBRcwd+5cFi5cyHve855+3+Pwww/n3nvv5dprr2Xbtm1MnDiRH//4x3WXLkl7OA31KGKb6ECchrpMTkMtSWqIQSBJhTMIJKlwtZ4slqTRaCSccxnK8y32CCSpcAaBJBVu1AwNDXVXrZFu19ixY5kzZw47duxg3LhxXHLJJXz+859nzJgxdHV1sXz5cr75zW8OaV2SNNRGTRA0w8SJE1mzZg0AGzdu5NOf/jSvv/46t9xyC52dnXR2Dnj57iHZuXMn48b5Vyjp0Dg0NERmzJjBsmXLuP3228lMVq5cyXnnnQfAzTffzGc/+1nOPvtsTjjhhD29hA0bNnDyySdzxRVXcOqpp/LRj36Ubdu2AfDss8+ycOFC5s+fz1lnncVTTz0F9E1zfeWVV/LBD37QqaklDQmDYAidcMIJvP3222zcuPFdrz311FP88Ic/5Gc/+xm33HLLnjmInn76aa6++mrWrVvH1KlTeeCBBwBYsmQJS5cupbu7m9tuu42rrrpqz3v19PTw6KOP8vWvf314vjFJo5rjCsPk3HPPZfz48YwfP54ZM2bw6quvAtDR0cG8efMAmD9/Phs2bGDr1q08+uijLF68eM/x27dv37O8ePFixo4dO7zfgKRRyyAYQs899xxjx45lxowZrF+//h2vHWhK6X23b9u2jV27djF16tQ95x/2NdBEdpJ0MBwaGiK9vb1ceeWVXHPNNfQ9fmHwJk+eTEdHB/fddx8Amcnjjz8+FGVK0ruMmh5BM2Y13LZtG/Pmzdtz+ejFF1/MddddNyTvfc899/C5z32Or371q+zYsYMLL7yQuXPnDsl7S9LenIZ6FLFNdCAjYUoEGD3TUI+E9mykLZ2GWpLUEINAkgrX0kHQCsNaw8W2kDRYLRsEEyZMYNOmTf4ApC8ENm3axIQJE5pdiqQW1LJXDc2aNYuenh56e3ubXcqIMGHCBGbNmtXsMiS1oJYNgsMOO4yOjo5mlyFJLa9lh4YkSUPDIJCkwhkEklQ4g0CSCmcQSFLhDAJJKpxBIEmFMwgkqXAGgSQVziCQpMIZBJJUOINAkgpnEEhS4QwCSSqcQSBJhTMIJKlwtQZBREyNiPsj4qmIWB8RZ0TEURHxo4h4uvrzyDprkCT1r+4ewTeA/5mZJwFzgfXAjcAjmTkbeKRalyQ1SW2PqoyIKcC/BC4DyMy3gLci4gLg7Gq3u4CVwBcP5bPmX7/8UA4fMt23XtLsEiTpoNXZI+gAeoHvRsTqiPhORLwHOCYzX672eQU4psYaJEkDqDMIxgEfAP40M98PvME+w0CZmUDu7+CIWBIRXRHR1dvbW2OZklS2OoOgB+jJzMeq9fvpC4ZXI+JYgOrPjfs7ODOXZWZnZnZOnz69xjIlqWy1BUFmvgL8KiJOrDadAzwJrAAurbZdCjxUVw2SpIHVdrK4ci1wT0QcDjwHfIa+8PleRFwOPA98suYaJEn9qDUIMnMN0Lmfl86p83MlSY3zzmJJKpxBIEmFMwgkqXAGgSQVziCQpMIZBJJUOINAkgpnEEhS4QwCSSqcQSBJhTMIJKlwBoEkFc4gkKTCGQSSVDiDQJIKZxBIUuEMAkkqXENBEBGPNLJNktR6+n1UZURMACYBR0fEkUBUL00Gjqu5NknSMBjomcW/D/wRMBPo5p+D4HXg9hrrkiQNk36DIDO/AXwjIq7NzKXDVJMkaRgN1CMAIDOXRsSHgfa9j8nM5TXVJUkaJg0FQUTcDbwPWAO8XW1OwCCQpBbXUBAAncApmZl1FiNJGn6N3kewFviNOguRJDVHoz2Co4EnI+JnwPbdGzPzd2upSpI0bBoNgpvrLEKS1DyNXjX0v+ouRJLUHI1eNbSFvquEAA4HDgPeyMzJdRUmSRoejfYI2nYvR0QAFwAfqqsoSdLwOejZR7PPD4DfqaEeSdIwa3Ro6BN7rY6h776CN2upSJI0rBq9auj8vZZ3AhvoGx6SJLW4Rs8RfKbuQiRJzdHog2lmRcT3I2Jj9fVARMyquzhJUv0aPVn8XWAFfc8lmAn8ZbVNktTiGg2C6Zn53czcWX3dCUyvsS5J0jBpNAg2RcTvRcTY6uv3gE11FiZJGh6NBsFngU8CrwAvA4uAy2qqSZI0jBoNgq8Al2bm9MycQV8w3NLIgVUPYnVE/FW13hERj0XEMxFxb0QcPrjSJUlDodEg+K3M/KfdK5n5j8D7Gzz2D4H1e63/F+CPM/NfAP8EXN7g+0iSatBoEIyJiCN3r0TEUTRwD0J1iem5wHeq9QB+G7i/2uUu4OMHU7AkaWg1emfxfwX+b0TcV60vBv5zA8f9N+AGYPekddOAzZm5s1rvAY5rsAZJUg0a6hFk5nLgE8Cr1dcnMvPu/o6JiPOAjZnZPZjCImJJRHRFRFdvb+9g3kKS1IBGewRk5pPAkwfx3mcCvxsRHwMmAJOBbwBTI2Jc1SuYBbx4gM9bBiwD6OzszP3tI0k6dAc9DXWjMvM/ZOaszGwHLgT+NjMvAn5C3+WnAJcCD9VVgyRpYLUFQT++CFwXEc/Qd87gjibUIEmqNDw0dCgycyWwslp+DlgwHJ8rSRpYM3oEkqQRxCCQpMIZBJJUOINAkgpnEEhS4QwCSSqcQSBJhTMIJKlwBoEkFc4gkKTCGQSSVDiDQJIKZxBIUuEMAkkqnEEgSYUzCCSpcAaBJBXOIJCkwhkEklQ4g0CSCmcQSFLhDAJJKpxBIEmFMwgkqXAGgSQVziCQpMIZBJJUOINAkgpnEEhS4QwCSSqcQSBJhTMIJKlwBoEkFc4gkKTCGQSSVDiDQJIKZxBIUuEMAkkqnEEgSYWrLQgi4viI+ElEPBkR6yLiD6vtR0XEjyLi6erPI+uqQZI0sDp7BDuBf5+ZpwAfAq6OiFOAG4FHMnM28Ei1LklqktqCIDNfzsyfV8tbgPXAccAFwF3VbncBH6+rBknSwIblHEFEtAPvBx4DjsnMl6uXXgGOOcAxSyKiKyK6ent7h6NMSSpS7UEQEUcADwB/lJmv7/1aZiaQ+zsuM5dlZmdmdk6fPr3uMiWpWLUGQUQcRl8I3JOZD1abX42IY6vXjwU21lmDJKl/dV41FMAdwPrM/PpeL60ALq2WLwUeqqsGSdLAxtX43mcCFwNPRMSaatt/BL4GfC8iLgeeBz5ZYw2SpAHUFgSZ+XdAHODlc+r6XEnSwfHOYkkqnEEgSYUzCCSpcAaBJBXOIJCkwhkEklQ4g0CSCmcQSFLhDAJJKpxBIEmFMwgkqXAGgSQVziCQpMLVOQ21NGgvfGVOs0sA4L1feqLZJUi1s0cgSYUzCCSpcAaBJBXOIJCkwhkEklQ4g0CSCmcQSFLhDAJJKpxBIEmFMwgkqXAGgSQVzrmG9C7zr1/e7BL4fluzK5DKYY9AkgpnEEhS4QwCSSqcQSBJhTMIJKlwBoEkFc4gkKTCGQSSVDiDQJIKZxBIUuEMAkkqnEEgSYVrShBExMKI+PuIeCYibmxGDZKkPsM++2hEjAX+BPg3QA+wKiJWZOaTw13LUHvhK3OaXQLv/dITzS5BUotpRo9gAfBMZj6XmW8BfwFc0IQ6JEk0JwiOA36113pPtU2S1AQj9sE0EbEEWFKtbo2Iv29mPY34TTgaeK2pRXw5mvrxQ2VEtCWMmvbE9hxqzW/PxtryNxvZqRlB8CJw/F7rs6pt75CZy4Blw1XUUIiIrszsbHYdo4FtObRsz6E12tqzGUNDq4DZEdEREYcDFwIrmlCHJIkm9Agyc2dEXAP8EBgL/HlmrhvuOiRJfZpyjiAzHwYebsZn16ylhrJGONtyaNmeQ2tUtWdkZrNrkCQ1kVNMSFLhDIJ+RMS0iFhTfb0SES9Wy5sjouXvhB4pIuLtvdp5TUS072efmRFx//BX11oi4qaIWBcRv6ja8oP97HtZRMwczvpaxcG042gwYu8jGAkycxMwDyAibga2ZuZt1Q+qvxrs+0bEuMzcORQ1jhLbMnPegV6s2uslYNEw1tRyIuIM4DzgA5m5PSKOBg7v55DLgLXAS8NQXssYRDu2PHsEgzc2Ir5d/dbwNxExESAiVkZEZ7V8dERsqJYvi4gVEfG3wCPNK7s17NteEdEeEWubXdcIdyzwWmZuB8jM1zLzpYj4UkSsioi1EbEs+iwCOoF7qt94Jza18pHlQO24oQoFIqIzIlZWyzdHxJ9X//efi4g/aF7pg2MQDN5s4E8y81RgM/DvGjjmA8CizPxXtVbWeibuNSz0/b22214H52+A4yPiHyLiWxGxu91uz8zTM/M0YCJwXmbeD3QBF2XmvMzc1qyiR6ADtWN/TgJ+h7651L4cEYfVWuEQc2ho8H6ZmWuq5W6gvYFjfpSZ/1hfSS3rQENDttdByMytETEfOAv4CHBvNc37loi4AZgEHAWsA/6yeZWObP20Y3/+uupBbI+IjcAx9M2j1hIMgsHbvtfy2/T9pgWwk3/uaU3Y55g36i5qlLG9DlJmvg2sBFZGxBPA7wO/BXRm5q+qc137/rvUPvbTjpfS///tfX8etNTPVoeGht4GYH617MlNDZuIODEiZu+1aR6we7LG1yLiCN75b3IL0DZc9bWKA7Tj87zz/3YjQ8Eto6VSq0XcBnyvmj31r5tdjIpyBLA0IqbS99vrM/TN4LuZvquDXqFvrq/d7gT+LCK2AWd4nmCPA7XjycAdEfGf6OstjBreWSxJhXNoSJIKZxBIUuEMAkkqnEEgSYUzCCSpcAaBdBCqeWW+0Ow6pKFkEEhS4QwCaQDV3PT/EBF/B5xYbbuimtHz8Yh4ICImRURbRPxy94RjETF573VppDIIpH5Uk49dSN80Ax8DTq9eerCa0XMusB64PDO30HfH6bnVPhdW++0Y3qqlg2MQSP07C/h+Zv46M18HVlTbT4uI/1NNSHYRcGq1/TvAZ6rlzwDfHdZqpUEwCKTBuRO4JjPnALdQzUaZmT8F2iPibGBsZvowHY14BoHUv/8NfDwiJkZEG3B+tb0NeLka/79on2OWA/8dewNqEU46Jw0gIm6ibz76jcALwM/pe1bCDUAv8BjQlpmXVfv/BvBL4NjM3NyMmqWDYRBIQ6x6HvAFmXlxs2uRGuHzCKQhFBFLgX9L3xVGUkuwRyBJhfNksSQVziCQpMIZBJJUOINAkgpnEEhS4QwCSSrc/wdKO4KJ+2rY8wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11dbed550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot('day', data=tips, hue='time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11dec4f98>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ddfc7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot('size', data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc-hr-collapsed": false
   },
   "source": [
    "# 连续型数据的核密度估计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x113564dd8>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11350bfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(tips['total_bill'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 抵消偏度\n",
    "\n",
    "拉成比较偏正态的函数？\n",
    "\n",
    "小技巧，不要太多使用！可以尝试\n",
    "\n",
    "降阶取log，只描述宏观场景，微观细节给抵消了"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11e0e5c50>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e06cc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "sns.distplot(np.log(tips['total_bill']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 抽取前 99.5%的数据（去掉离散值的方法）\n",
    "2$\\sigma$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "48.317099999999996"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.percentile(tips['total_bill'], 99.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>50.81</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>48.33</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip   sex smoker  day    time  size\n",
       "170       50.81  10.0  Male    Yes  Sat  Dinner     3\n",
       "212       48.33   9.0  Male     No  Sat  Dinner     4"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 离群点，可将其去掉\n",
    "tips[tips['total_bill']>48.31]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 带回归的散点图\n",
    "\n",
    "看相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x11e900c50>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e8fd278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot('size', 'total_bill', data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x11ecfc358>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ecfca58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot('tip', 'total_bill', data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 联合分布（既有散点的特性，又有线性回归，同时还有概率估计）\n",
    "\n",
    "基本呈正态分布\n",
    "\n",
    "自然存在的东西，基本都属于正态分布\n",
    "\n",
    "每天花销，购物量，记记账"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x11ea30c50>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ea30978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot('total_bill', 'tip', data=tips, kind='reg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4rc1"
  },
  "toc-autonumbering": false
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
